Validations Queue

114,087 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 472 of 1056, 100 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

Pending (total)

114,087

Reviewed

Filtered

105,599

page 472 / 1056

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (114087)arxiv (53983)codex_research_pack (134)edgar_8k (3736)fda (5380)gdelt (1218)github_release (3352)manifold (11051)polymarket (35233)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.62	Will Ghana win on 2026-06-17?(market prob: 41%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.62	Will Uzbekistan win on 2026-06-17?(market prob: 10%)	polymarket 2026-04-06	240_046 Public interest in any alien disclosure will fade within one or two days Alex Wissner-Gross	Media/Ads	43%
0.62	Which cryptocurrency will have the larger market cap on January 1, 2030?	manifold 2026-06-16	INF_068 2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure. Michael Saylor	Crypto	29%
0.62	Which cryptocurrency will have the larger market cap on January 1, 2030?	manifold 2026-06-16	INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor	Crypto	15%
0.62	C3.ai, Inc. (AI) (CIK 0001577526)	edgar_8k 2026-06-16	SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. Joseph Moore	Capital Markets	68%
0.62	Symbolic Informalization: Fluent, Productive, Multilingual	arxiv 2026-06-15	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Adaptive inference and function vectors in deep transformers	arxiv 2026-06-15	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.62	The Faithfulness Gap: Certifying Semantic Equivalence Between Natural-Language and Formal Mathematical Statements	arxiv 2026-06-15	246_028 Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed. Alex Wissner-Gross	AI	42%
0.62	Tensor-Coord: Algebraic Decomposition of Joint Plan Tensors for Conflict-Free Multi-Agent LLM Planning	arxiv 2026-06-15	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.62	Exploiting Search in Symbolic Numeric Planning with Patterns	arxiv 2026-06-15	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	Data Augmentations for Data-Constrained Language Model Pretraining	arxiv 2026-06-15	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Cascaded Sparse Autoencoders Learn Multi-Level Visual Concepts in Multimodal LLMs	arxiv 2026-06-15	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	Dynestyx: A Probabilistic Programming Library for Dynamical Systems	arxiv 2026-06-15	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Sobolev Approximation by Fixed-Size Neural Networks with Arbitrary Accuracy	arxiv 2026-06-15	248_048 AI models will move to a post-binary (sub-one-bit) numerical precision paradigm. Alex Wissner-Gross	AI	34%
0.62	Sobolev Approximation by Fixed-Size Neural Networks with Arbitrary Accuracy	arxiv 2026-06-15	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Functional Gradient Descent with Adaptive Representations	arxiv 2026-06-15	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Beyond Artifacts: Towards Generalizable Synthetic Song Detection via Music-Intrinsic Features	arxiv 2026-06-15	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Multi-Modal Spatio-Temporal Graph Neural Network with Mixture of Experts for Soil Organic Carbon Prediction	arxiv 2026-06-15	CYB_016 Rural landscapes in the Global South move beyond conventional food production toward highly complex, multifunctional systems — agentic AI platforms synthesize localized ecological data to enable precision organic farming, transparent environmental prot... Peter Dannenberg	Other	42%
0.62	Contrastive Learning for Seismic Horizon Tracking with Domain-Specific Priors	arxiv 2026-06-15	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	KeepLoRA++: Continual Learning with Layer-Scaled Residual Gradient Adaptation	arxiv 2026-06-15	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.62	Rapid Poison: Practical Poisoning Attacks Against the Rapid Response Framework	arxiv 2026-06-15	CYB_012 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di... Alex Finn	AI	44%
0.62	Does Traversal Order Matter? A Systematic Study of Tree Traversal Methods in Transformer Grammars	arxiv 2026-06-15	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.62	Surpassing Scale by Efficiency: A Compact 135M Parameter Foundational LLM Natively Adapted for the Bangla Language	arxiv 2026-06-15	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.62	Who Flips? Self- and Cross-Model Counterarguments Reveal Answer Instability in LLMs	arxiv 2026-06-14	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	LLM-Assisted Stance Detection in Scientific Discourse: A Test Case in Bayesian Cognitive Science	arxiv 2026-06-14	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.62	EIBench: A Simulator-Based Benchmark and Turn-Credit RL for Emotion Management	arxiv 2026-06-14	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	T-Rex: Tactile-Reactive Dexterous Manipulation	arxiv 2026-06-15	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	When Should a Robot Replan? Regret-Guided Update Scheduling in Time-Varying MDPs	arxiv 2026-06-15	229_009 Within roughly 24 months, robots will build robots on Figure's lines. Brett Adcock	Robotics	40%
0.62	ART-Glove: Articulated Tactile Glove for Contact-Grounded Dexterous Interaction Capture	arxiv 2026-06-15	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	Bitcoin Up or Down on June 18?(market prob: 11%)	polymarket 2026-06-16	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.62	Free Lottery (cosmic inflation)(market prob: 36%)	manifold 2026-06-17	236_036 Hyperinflation to solve debt problem in post-scarcity AI economy Alex Wissner-Gross	Macro/Economy	35%
0.62	Ternary Mamba: Grouped Quantization-Aware Training of W1.58A16 State Space Models	arxiv 2026-06-16	CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn	AI/Compute	59%
0.62	Multiple cyclicity and Wavelet Decomposition with Channel Correlation for Long-term Time Series Forecasting	arxiv 2026-06-16	248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross	Markets/Stocks	42%
0.62	Structural Preservation and the Logical Expressiveness of Graph Neural Networks	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	ASTEROID: A Spatiotemporal Information Transformer for Forecasting Multi-Step Time Series of Molecular Dynamics	arxiv 2026-06-16	INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis	Biotech/Longevity	38%
0.62	Geometric Consistency Protocol for Foundation Model Features in Multi-View Satellite Imagery	arxiv 2026-06-16	SPC_016 AI transforms Earth Observation satellites via on-orbit edge computing — parsing raw visual and radar data in space, downlinking only actionable insights rather than raw imagery; permanently handing tedious low-cognitive tasks to AI and reserving human... Ben Lamm	Space	72%
0.62	Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports	arxiv 2026-06-16	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.62	Half a Link can Be Enough to Predict a Whole Link: Understanding Generalization in Knowledge Graph Foundation Models	arxiv 2026-06-16	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.62	From Drift to Coherence: Stabilizing Beliefs in LLMs	arxiv 2026-06-16	234_019 Expect big AI capability improvements via recursive self-improvement over next few weeks Alex Wissner-Gross	AI	24%
0.62	QueryMarket: Cost-Aware Online Active Learning in Data Markets	arxiv 2026-06-16	CMQ_041 Reallocation of foundry real estate toward high-margin HBM leaves severe unaddressed supply shortage for traditional consumer-grade DRAM — bifurcation of global memory market. Morgan Stanley	Semis/Memory	71%
0.62	VISTA: Scale-Aware Visual Navigation via Action History Conditioning	arxiv 2026-06-15	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.62	Agentic Discovery of Non-Canonical Antimicrobial Peptides with AMPGAN v3	arxiv 2026-06-15	CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis	AI	49%
0.62	HistoRAG: Embedding Historical Methodology in Retrieval-Augmented Generation Through Critical Technical Practice	arxiv 2026-06-16	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.62	LAGO Policy: Latency-Aware Asynchronous Diffusion Policies with Goal-Directed Collision-Free Planning for Smooth Manipulation	arxiv 2026-06-16	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.62	GASE: Gaussian Splatting-Based Automated System for Reconstructing Embodied-Simulation Environments	arxiv 2026-06-16	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	Will Ecuador win on 2026-06-20?(market prob: 84%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	37%
0.62	Will the price of Bitcoin be above $74,000 on June 20?(market prob: 0%)	polymarket 2026-06-13	SEM_025 Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels. Joseph Moore	Capital Markets	45%
0.62	Exact Score: Any Other Score?(market prob: 7%)	polymarket 2026-05-21	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.62	Will GPT 5.6 (or similar OAI model) be taken down or export controlled due to government pressure or legal action by...?	manifold 2026-06-18	235_015 GPT5-caliber model could shrink to 30-40B parameters, potentially as low as 1-2B or millions. Alex Wissner-Gross	AI	35%
0.62	Explaining Attention with Program Synthesis	arxiv 2026-06-17	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.62	Hardware- and Vision-in-the-Loop Validation of Deep Monocular Pose Estimation for Autonomous Maritime UAV Flight	arxiv 2026-06-17	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	A Hybrid LSTM--Vision Transformer Architecture for Predicting HRRR Forecast Errors	arxiv 2026-06-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Better Adherence, Richer Context: A Field Evaluation of LLM-Powered Conversational Voice Diaries for Sleep	arxiv 2026-06-17	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	SAE Interventions are Unreliable: Post-Intervention Recovery of Suppressed Behavior	arxiv 2026-06-16	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.62	SAE Interventions are Unreliable: Post-Intervention Recovery of Suppressed Behavior	arxiv 2026-06-16	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.62	A Human-in-the-Loop Bayesian Optimization Framework for Constraint-Aware Bioprocess Development	arxiv 2026-06-17	242_048 FDA will move to zero clinical trial model given enough Bayesian/computational evidence Alex Wissner-Gross	Biotech/Longevity	31%
0.62	On Local Population-Risk Certificates	arxiv 2026-06-17	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.62	JourneyFormer: Encoding Airbnb Guest Journey with Sequence Modeling	arxiv 2026-06-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	FOSC-X: An Extended Framework for Optimal Local Cuts and Non-Horizontal Cluster Selection from Clustering Hierarchies	arxiv 2026-06-17	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Bridging Data Gaps in Structural Fragility Modeling through Transfer Learning: Methodology and Case Studies	arxiv 2026-06-17	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.62	Compact Geometric Representations of Hierarchies	arxiv 2026-06-16	INF_072 There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently. Demis Hassabis	AI	40%
0.62	N(CO)$^2$: Neural Combinatorial Optimization with Chance Constraints to Solve Stochastic Orienteering	arxiv 2026-06-16	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	Task-Restricted Symmetries in Recurrent Weight Space	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	IndicContextEval: A Benchmark for Evaluating Context Utilisation in Audio Large Language Models Across 8 Indic Languages	arxiv 2026-06-17	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	The Wrong Kind of Right: Quantifying and Localizing Misfired Alignment in LLMs	arxiv 2026-06-17	236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang	Consumer	51%
0.62	Modeling Branches for Active Manipulation using Iterative Parameter Estimation	arxiv 2026-06-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	Modeling Branches for Active Manipulation using Iterative Parameter Estimation	arxiv 2026-06-17	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.62	Constant Time-Delay Leader Following with Neural Networks and Invariant Extended Kalman Filters for Arbitrary Trajectories	arxiv 2026-06-17	SPC_021 Relativity Space will revolutionize manufacturing of atmospheric and orbital vehicles by layering AI/ML software with intelligent robotics — drastically reducing part counts and manufacturing latency via autonomous rocket-construction pipelines. Eric Schmidt	Space	45%
0.62	HT-Bench: Benchmarking and Learning Dexterous Full-Hand Tactile Representations with Egocentric Vision	arxiv 2026-06-17	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	HT-Bench: Benchmarking and Learning Dexterous Full-Hand Tactile Representations with Egocentric Vision	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.62	Viking Hill Dataset: A Lidar-Radar-Camera Dataset for Detection and Segmentation in Forest Scenes	arxiv 2026-06-17	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	Monocular 3D Occupancy Perception for Robots on Sidewalks via Hybrid 2D-3D Learning	arxiv 2026-06-17	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.62	Sensor Configuration Matters: A Systematic Evaluation of Multimodal SLAM on Quadruped Robots	arxiv 2026-06-17	ROB_012 The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p... David Holz	Semis	71%
0.62	Object-Centric Residual RL for Zero-Shot Sim-to-Real VLA Enhancement	arxiv 2026-06-17	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.62	C-ARC: Continuous-Adaptive Range Clustering for Non-Repetitive LiDAR Sensors	arxiv 2026-06-17	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.62	Spatially Stratified Distillation for Heterogeneous Radar Place Recognition	arxiv 2026-06-17	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.62	SC3-Eval: Evaluating Robot Foundation Models via Self-Consistent Video Generation	arxiv 2026-06-17	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.62	VEGA: Learning Navigation VLAs from In-the-Wild Egocentric Video with Geometric Trajectory Supervision	arxiv 2026-06-16	AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price	Education	49%
0.62	VEGA: Learning Navigation VLAs from In-the-Wild Egocentric Video with Geometric Trajectory Supervision	arxiv 2026-06-16	S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030	robotaxi_deployment	30%
0.62	Will Viktor Gyökeres be the top goalscorer at the 2026 FIFA World Cup?(market prob: 0%)	polymarket 2026-04-24	FUT_024 XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr... Superforecaster Community	AI	100%
0.62	Will USA advance to the knockout stages at the 2026 FIFA World Cup?(market prob: 100%)	polymarket 2026-04-24	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	20%
0.62	Will The Odyssey be the top grossing movie of 2026?(market prob: 4%)	polymarket 2025-11-12	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.62	When will Starship flight 15 happen?	manifold 2026-06-19	246_007 SpaceX road show will begin in June 2026. Peter Diamandis	Markets/Stocks	28%
0.62	When will Starship flight 15 happen?	manifold 2026-06-19	SPC_009 Formal 5-to-7-year delay announced February 2026 for SpaceX's foundational Mars missions — framed as 'sequencing decision' not abandonment. Executing NASA Artemis lunar contracts generates near-term revenue to finance Starship R&D. Shotwell's prior Mar... Gwynne Shotwell	Space	39%
0.62	World's first quadrillionaire before EOY 2040(market prob: 21%)	manifold 2026-06-19	242_023 World will have 10x more wealth around 2034-2036 Dave Blundin	Macro/Economy	34%
0.62	FlowEdit: Associative Memory for Lifelong Pronunciation Adaptation in Flow-Matching TTS	arxiv 2026-06-18	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	31%
0.62	FlowEdit: Associative Memory for Lifelong Pronunciation Adaptation in Flow-Matching TTS	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.62	What Do Safety-Aligned LLMs Learn From Mixed Compliance Demonstrations?	arxiv 2026-06-18	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.62	Multi-View Decompilation for LLM-Based Malware Classification	arxiv 2026-06-18	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.62	Robust $Q$-learning for mean-field control under Wasserstein uncertainty in common noise	arxiv 2026-06-18	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	30%
0.62	A Multi-Agent system for Multi-Objective constrained optimization	arxiv 2026-06-18	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.62	REVEAL++: Differentiable Phenotypic Grouping for Vision-Language Retinal Modeling of Alzheimer's Disease Risk	arxiv 2026-06-17	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.62	Optimal Deterministic Multicalibration and Omniprediction	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	HEPTv2: End-to-End Efficient Point Transformer for Charged Particle Reconstruction	arxiv 2026-06-18	COD_TECH_001 A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps Codex Research Pack	Semis	50%
0.62	Beyond Averaging in John Ellipsoid Approximation: High-Accuracy Algorithms in the Leverage-Score Model	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity	arxiv 2026-06-18	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.62	A fast direct solver based neural network for solving PDEs	arxiv 2026-06-18	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.62	Closing the Calibration Gap in Semantic Caching	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.62	Interactive Pareto navigation for deep multi-task learning	arxiv 2026-06-17	248_023 Ternary (sub-bit) parameter precision will be optimal for AI models. Dave Blundin	AI	50%
0.62	Characterizing Narrative Content in Web-scale LLM Pretraining Data	arxiv 2026-06-17	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%